Predicting pediatric optic pathway glioma progression using advanced magnetic resonance image analysis and machine learning.

Jared M Pisapia,Hamed Akbari,Martin Rozycki,Jayesh P Thawani,Phillip B Storm,Robert A Avery,Arastoo Vossough,Michael J Fisher,Gregory G Heuer,Christos Davatzikos

Neuro-oncology advances（2020）

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摘要

Our findings show that image analysis and machine learning can be applied to OPGs to generate a MRI-based predictive model with high accuracy. As OPGs grow along the visual pathway, the most predictive features relate to white matter changes as detected by DTI, especially within ORs.

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关键词

diffusion-weighted imaging,machine learning,magnetic resonance imaging,optic pathway glioma,vision decline

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